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Volumn 48, Issue 1, 2013, Pages 28-56

Choosing the Optimal Number of Factors in Exploratory Factor Analysis: A Model Selection Perspective

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EID: 84875915032     PISSN: 00273171     EISSN: None     Source Type: Journal    
DOI: 10.1080/00273171.2012.710386     Document Type: Article
Times cited : (265)

References (72)
  • 1
    • 0000501656 scopus 로고
    • Information theory and an extension of the maximum likelihood principle
    • In: Petrov B. N., Csaki F., editors Budapest, Hungary, Budapest, Akademia Kiado
    • Akaike, H. 1973. "Information theory and an extension of the maximum likelihood principle.". In Second international symposium on information theory Edited by: Petrov, B. N. and Csaki, F. 267-281. Budapest, Hungary: Akademia Kiado.
    • (1973) Second international symposium on information theory , pp. 267-281
    • Akaike, H.1
  • 2
    • 33845722419 scopus 로고
    • Factor analysis and AIC
    • Akaike, H. 1987. Factor analysis and AIC. Psychometrika, 52: 317-332.
    • (1987) Psychometrika , vol.52 , pp. 317-332
    • Akaike, H.1
  • 3
    • 0345177562 scopus 로고    scopus 로고
    • Assessing sources of error in structural equation models: The effects of sample size, reliability, and model misspecification
    • Bandalos, D. L. 1997. Assessing sources of error in structural equation models: The effects of sample size, reliability, and model misspecification. Structural Equation Modeling, 4: 177-192.
    • (1997) Structural Equation Modeling , vol.4 , pp. 177-192
    • Bandalos, D.L.1
  • 4
    • 67650886343 scopus 로고
    • Multivariate analysis with latent variables: Causal modeling
    • Bentler, P. M. 1980. Multivariate analysis with latent variables: Causal modeling. Annual Review of Psychology, 31: 419-456.
    • (1980) Annual Review of Psychology , vol.31 , pp. 419-456
    • Bentler, P.M.1
  • 5
    • 0024722079 scopus 로고
    • Choice of structural model via parsimony: A rationale based on precision
    • Bentler, P. M. and Mooijaart, A. 1989. Choice of structural model via parsimony: A rationale based on precision. Psychological Bulletin, 106: 315-317.
    • (1989) Psychological Bulletin , vol.106 , pp. 315-317
    • Bentler, P.M.1    Mooijaart, A.2
  • 8
    • 0002996131 scopus 로고    scopus 로고
    • Akaike's information criterion and recent developments in information complexity
    • Bozdogan, H. 2000. Akaike's information criterion and recent developments in information complexity. Journal of Mathematical Psychology, 44: 62-91.
    • (2000) Journal of Mathematical Psychology , vol.44 , pp. 62-91
    • Bozdogan, H.1
  • 9
    • 1842600741 scopus 로고
    • An expert model selection approach to determine the "best" pattern structure in factor analysis models
    • In: Bozdogan H., Gupta A. K., editors Dordrecht, The Netherlands, Dordrecht,: D. Reidel
    • Bozdogan, H. and Ramirez, D. E. 1987. "An expert model selection approach to determine the "best" pattern structure in factor analysis models.". In Multivariate statistical modeling and data analysis Edited by: Bozdogan, H. and Gupta, A. K. 35-60. Dordrecht, The Netherlands: D. Reidel.
    • (1987) Multivariate statistical modeling and data analysis , pp. 35-60
    • Bozdogan, H.1    Ramirez, D.E.2
  • 11
    • 0035590060 scopus 로고    scopus 로고
    • An overview of analytic rotation in exploratory factor analysis
    • Browne, M. W. 2001. An overview of analytic rotation in exploratory factor analysis. Multivariate Behavioral Research, 36: 111-150.
    • (2001) Multivariate Behavioral Research , vol.36 , pp. 111-150
    • Browne, M.W.1
  • 12
    • 84948875731 scopus 로고
    • Single sample cross-validation indices for covariance structures
    • Browne, M. W. and Cudeck, R. 1989. Single sample cross-validation indices for covariance structures. Multivariate Behavioral Research, 24: 445-455.
    • (1989) Multivariate Behavioral Research , vol.24 , pp. 445-455
    • Browne, M.W.1    Cudeck, R.2
  • 15
    • 8744307994 scopus 로고    scopus 로고
    • Multimodel inference: Understanding AIC and BIC in model selection
    • Burnham, K. P. and Anderson, D. R. 2004. Multimodel inference: Understanding AIC and BIC in model selection. Sociological Methods & Research, 33: 261-304.
    • (2004) Sociological Methods & Research , vol.33 , pp. 261-304
    • Burnham, K.P.1    Anderson, D.R.2
  • 16
    • 84937549955 scopus 로고
    • The scree test for the number of factors
    • Cattell, R. B. 1966. The scree test for the number of factors. Multivariate Behavioral Research, 1: 245-276.
    • (1966) Multivariate Behavioral Research , vol.1 , pp. 245-276
    • Cattell, R.B.1
  • 17
    • 0022154732 scopus 로고
    • Comparing strong and weak models by fitting them to computer-generated data
    • Collyer, C. E. 1985. Comparing strong and weak models by fitting them to computer-generated data. Perception and Psychophysics, 38: 476-481.
    • (1985) Perception and Psychophysics , vol.38 , pp. 476-481
    • Collyer, C.E.1
  • 19
    • 58149207524 scopus 로고
    • Normal personality assessment in clinical practice: The NEO Personality Inventory
    • Costa, P. T. Jr. and McCrae, R. R. 1992. Normal personality assessment in clinical practice: The NEO Personality Inventory. Psychological Assessment, 4: 5-13.
    • (1992) Psychological Assessment , vol.4 , pp. 5-13
    • Costa Jr., P.T.1    McCrae, R.R.2
  • 20
    • 0038999272 scopus 로고
    • Comments on "Using causal models to estimate indirect effects."
    • In: Collins L. M., Horn J. L., editors Washington, DC, Washington, DC,: American Psychological Association
    • Cudeck, R. 1991. "Comments on "Using causal models to estimate indirect effects.".". In Best methods for the analysis of change: Recent advances, unanswered questions, future directions Edited by: Collins, L. M. and Horn, J. L. 260-263. Washington, DC: American Psychological Association.
    • (1991) Best methods for the analysis of change: Recent advances, unanswered questions, future directions , pp. 260-263
    • Cudeck, R.1
  • 21
    • 0026161454 scopus 로고
    • Model selection in covariance structures analysis and the "problem" of sample size: A clarification
    • Cudeck, R. and Henly, S. J. 1991. Model selection in covariance structures analysis and the "problem" of sample size: A clarification. Psychological Bulletin, 109: 512-519.
    • (1991) Psychological Bulletin , vol.109 , pp. 512-519
    • Cudeck, R.1    Henly, S.J.2
  • 22
    • 0142104914 scopus 로고    scopus 로고
    • A realistic perspective on pattern representation in growth data: Comment on Bauer and Curran (2003)
    • Cudeck, R. and Henly, S. J. 2003. A realistic perspective on pattern representation in growth data: Comment on Bauer and Curran (2003). Psychological Methods, 8: 378-383.
    • (2003) Psychological Methods , vol.8 , pp. 378-383
    • Cudeck, R.1    Henly, S.J.2
  • 23
    • 0242509779 scopus 로고    scopus 로고
    • Finite sampling properties of the point estimates and confidence intervals of the RMSEA
    • Curran, P. J., Bollen, K. A., Chen, F., Paxton, P. and Kirby, J. B. 2003. Finite sampling properties of the point estimates and confidence intervals of the RMSEA. Sociological Methods & Research, 32: 208-252.
    • (2003) Sociological Methods & Research , vol.32 , pp. 208-252
    • Curran, P.J.1    Bollen, K.A.2    Chen, F.3    Paxton, P.4    Kirby, J.B.5
  • 24
  • 25
    • 0026916542 scopus 로고
    • Selectivity, scope, and simplicity of models: A lesson from fitting judgments of perceived depth
    • Cutting, J. E., Bruno, N., Brady, N. P. and Moore, C. 1992. Selectivity, scope, and simplicity of models: A lesson from fitting judgments of perceived depth. Journal of Experimental Psychology: General, 121: 364-381.
    • (1992) Journal of Experimental Psychology: General , vol.121 , pp. 364-381
    • Cutting, J.E.1    Bruno, N.2    Brady, N.P.3    Moore, C.4
  • 27
    • 0033655069 scopus 로고    scopus 로고
    • Model complexity: The fit to random data reconsidered
    • Dunn, J. C. 2000. Model complexity: The fit to random data reconsidered. Psychological Research, 63: 174-182.
    • (2000) Psychological Research , vol.63 , pp. 174-182
    • Dunn, J.C.1
  • 28
    • 3543087067 scopus 로고
    • Factor comparability as a means of determining the number of factors and their rotation
    • Everett, J. E. 1983. Factor comparability as a means of determining the number of factors and their rotation. Multivariate Behavioral Research, 18: 197-218.
    • (1983) Multivariate Behavioral Research , vol.18 , pp. 197-218
    • Everett, J.E.1
  • 29
    • 44949281310 scopus 로고
    • Dimensions of personality: 16, 5, or 3? Criteria for a taxonomic paradigm
    • Eysenck, H. J. 1991. Dimensions of personality: 16, 5, or 3? Criteria for a taxonomic paradigm. Personality and Individual Differences, 12: 773-790.
    • (1991) Personality and Individual Differences , vol.12 , pp. 773-790
    • Eysenck, H.J.1
  • 30
    • 0039620968 scopus 로고    scopus 로고
    • Evaluating the use of exploratory factor analysis in psychological research
    • Fabrigar, L. R., Wegener, D. T., MacCallum, R. C. and Strahan, E. J. 1999. Evaluating the use of exploratory factor analysis in psychological research. Psychological Methods, 4: 272-299.
    • (1999) Psychological Methods , vol.4 , pp. 272-299
    • Fabrigar, L.R.1    Wegener, D.T.2    MacCallum, R.C.3    Strahan, E.J.4
  • 31
    • 0345792473 scopus 로고    scopus 로고
    • Model selection based on minimum description length
    • Grünwald, P. D. 2000. Model selection based on minimum description length. Journal of Mathematical Psychology, 44: 133-152.
    • (2000) Journal of Mathematical Psychology , vol.44 , pp. 133-152
    • Grünwald, P.D.1
  • 32
    • 0001691634 scopus 로고    scopus 로고
    • Bias/variance decomposition for likelihood-based estimators
    • Heskes, T. 1998. Bias/variance decomposition for likelihood-based estimators. Neural Computation, 10: 1425-1433.
    • (1998) Neural Computation , vol.10 , pp. 1425-1433
    • Heskes, T.1
  • 33
    • 67650706330 scopus 로고    scopus 로고
    • Cutoff criteria in fix indexes in covariance structure analysis: Conventional criteria versus new alternatives
    • Hu, L. and Bentler, P. M. 1999. Cutoff criteria in fix indexes in covariance structure analysis: Conventional criteria versus new alternatives. Structural Equation Modeling, 6: 1-55.
    • (1999) Structural Equation Modeling , vol.6 , pp. 1-55
    • Hu, L.1    Bentler, P.M.2
  • 34
    • 84875927089 scopus 로고
    • On the number and nature of common factors extracted by the eigenvalue-one rule using BMDP vs. SPSSx
    • Hubbard, R. and Allen, S. J. 1989. On the number and nature of common factors extracted by the eigenvalue-one rule using BMDP vs. SPSSx. Psychological Reports, 65: 155-160.
    • (1989) Psychological Reports , vol.65 , pp. 155-160
    • Hubbard, R.1    Allen, S.J.2
  • 35
    • 0345401648 scopus 로고
    • Number of cases and number of factors: An example where N is very large
    • Humphreys, L. G. 1964. Number of cases and number of factors: An example where N is very large. Educational and Psychological Measurement, 24: 457-466.
    • (1964) Educational and Psychological Measurement , vol.24 , pp. 457-466
    • Humphreys, L.G.1
  • 36
    • 7744242356 scopus 로고
    • Empirical assessments of AIC procedure for model selection in factor analysis
    • Ichikawa, M. 1988. Empirical assessments of AIC procedure for model selection in factor analysis. Behaviormetrika, 24: 33-40.
    • (1988) Behaviormetrika , vol.24 , pp. 33-40
    • Ichikawa, M.1
  • 38
    • 84875926886 scopus 로고
    • Cambridge, MA, Cambridge, MA, UNF:3:bNvdfUO8c9YXemVwScJy/A==]. Henry A. Murray Research Archive (http://www.murray.harvard.edu/
    • Jessor, R. and Jessor, S. L. 1991. Socialization of problem behavior in youth, 1969-1981 Cambridge, MA http://hdl.handle.net/1902.1/00782, UNF:3:bNvdfUO8c9YXemVwScJy/A==]. Henry A. Murray Research Archive (http://www.murray.harvard.edu/
    • (1991) Socialization of problem behavior in youth, 1969-1981
    • Jessor, R.1    Jessor, S.L.2
  • 39
    • 0002621464 scopus 로고
    • The overfitting problem in perspective
    • Leahy, K. 1994. The overfitting problem in perspective. AI Expert, 9: 35-36.
    • (1994) AI Expert , vol.9 , pp. 35-36
    • Leahy, K.1
  • 41
    • 1842539381 scopus 로고    scopus 로고
    • Bayesian model assessment in factor analysis
    • Lopes, H. F. and West, M. 2004. Bayesian model assessment in factor analysis. Statistica Sinica, 14: 41-67.
    • (2004) Statistica Sinica , vol.14 , pp. 41-67
    • Lopes, H.F.1    West, M.2
  • 43
    • 68949126536 scopus 로고    scopus 로고
    • Factor analysis models as approximations: Some history and some implications
    • In: Cudeck R., MacCallum R. C., editors Mahwah, NJ, Mahwah, NJ,: Erlbaum
    • MacCallum, R. C., Browne, M. W. and Cai, L. 2007. "Factor analysis models as approximations: Some history and some implications.". In Factor analysis at 100: Historical developments and future directions Edited by: Cudeck, R. and MacCallum, R. C. 153-175. Mahwah, NJ: Erlbaum.
    • (2007) Factor analysis at 100: Historical developments and future directions , pp. 153-175
    • MacCallum, R.C.1    Browne, M.W.2    Cai, L.3
  • 44
    • 0013118140 scopus 로고    scopus 로고
    • Power analysis and determination of sample size for covariance structure modeling
    • MacCallum, R. C., Browne, M. W. and Sugawara, H. M. 1996. Power analysis and determination of sample size for covariance structure modeling. Psychological Methods, 1: 130-149.
    • (1996) Psychological Methods , vol.1 , pp. 130-149
    • MacCallum, R.C.1    Browne, M.W.2    Sugawara, H.M.3
  • 45
    • 12044260131 scopus 로고
    • Representing sources of error in the common factor model: Implications for theory and practice
    • MacCallum, R. C. and Tucker, L. R. 1991. Representing sources of error in the common factor model: Implications for theory and practice. Psychological Bulletin, 109: 502-511.
    • (1991) Psychological Bulletin , vol.109 , pp. 502-511
    • MacCallum, R.C.1    Tucker, L.R.2
  • 46
    • 0030544053 scopus 로고    scopus 로고
    • Evaluating replicability of factors in the revised NEO Personality Inventory: Confirmatory factor analysis versus Procrustes rotation
    • McCrae, R. R., Zonderman, A. B., Costa, P. T. Jr., Bond, M. H. and Paunonen, S. V. 1996. Evaluating replicability of factors in the revised NEO Personality Inventory: Confirmatory factor analysis versus Procrustes rotation. Journal of Personality and Social Psychology, 70: 552-566.
    • (1996) Journal of Personality and Social Psychology , vol.70 , pp. 552-566
    • McCrae, R.R.1    Zonderman, A.B.2    Costa Jr., P.T.3    Bond, M.H.4    Paunonen, S.V.5
  • 47
    • 0002652913 scopus 로고
    • An index of goodness-of-fit based on noncentrality
    • McDonald, R. P. 1989. An index of goodness-of-fit based on noncentrality. Journal of Classification, 6: 97-103.
    • (1989) Journal of Classification , vol.6 , pp. 97-103
    • McDonald, R.P.1
  • 48
    • 0001666855 scopus 로고
    • Choosing a multivariate model: Noncentrality and goodness of fit
    • McDonald, R. P. and Marsh, H. W. 1990. Choosing a multivariate model: Noncentrality and goodness of fit. Psychological Bulletin, 107: 247-255.
    • (1990) Psychological Bulletin , vol.107 , pp. 247-255
    • McDonald, R.P.1    Marsh, H.W.2
  • 49
    • 27244462319 scopus 로고
    • Appraising and amending theories: The strategy of Lakatosian defense and two principles that warrant it
    • Meehl, P. E. 1990. Appraising and amending theories: The strategy of Lakatosian defense and two principles that warrant it. Psychological Inquiry, 1: 108-141.
    • (1990) Psychological Inquiry , vol.1 , pp. 108-141
    • Meehl, P.E.1
  • 50
    • 0040183258 scopus 로고    scopus 로고
    • The curve-fitting problem: An objectivist view
    • Mulaik, S. A. 2001. The curve-fitting problem: An objectivist view. Philosophy of Science, 68: 218-241.
    • (2001) Philosophy of Science , vol.68 , pp. 218-241
    • Mulaik, S.A.1
  • 53
    • 0345792472 scopus 로고    scopus 로고
    • The importance of complexity in model selection
    • Myung, I. J. 2000. The importance of complexity in model selection. Journal of Mathematical Psychology, 44: 190-204.
    • (2000) Journal of Mathematical Psychology , vol.44 , pp. 190-204
    • Myung, I.J.1
  • 54
    • 0010050989 scopus 로고    scopus 로고
    • Issues in selecting mathematical models of cognition
    • In: Grainger J., Jacobs A. M., editors Mahwah, NJ, Mahwah, NJ,: Erlbaum
    • Myung, I. J. and Pitt, M. A. 1998. "Issues in selecting mathematical models of cognition.". In Localist connectionist approaches to human cognition Edited by: Grainger, J. and Jacobs, A. M. 327-355. Mahwah, NJ: Erlbaum.
    • (1998) Localist connectionist approaches to human cognition , pp. 327-355
    • Myung, I.J.1    Pitt, M.A.2
  • 57
    • 85047674682 scopus 로고    scopus 로고
    • Toward a method of selecting among computational models of cognition
    • Pitt, M. A., Myung, I. J. and Zhang, S. 2002. Toward a method of selecting among computational models of cognition. Psychological Review, 109: 472-491.
    • (2002) Psychological Review , vol.109 , pp. 472-491
    • Pitt, M.A.1    Myung, I.J.2    Zhang, S.3
  • 58
    • 6144253216 scopus 로고
    • Strong inference
    • October 16
    • Platt, J. R. 1964. Strong inference. Science, 146(3642) October 16: 347-353.
    • (1964) Science , vol.146 , Issue.3642 , pp. 347-353
    • Platt, J.R.1
  • 60
    • 33845989833 scopus 로고    scopus 로고
    • Quantifying parsimony in structural equation modeling
    • Preacher, K. J. 2006. Quantifying parsimony in structural equation modeling. Multivariate Behavioral Research, 41: 227-259.
    • (2006) Multivariate Behavioral Research , vol.41 , pp. 227-259
    • Preacher, K.J.1
  • 61
    • 0034168516 scopus 로고    scopus 로고
    • How persuasive is a good fit? A comment on theory testing
    • Roberts, S. and Pashler, H. 2000. How persuasive is a good fit? A comment on theory testing. Psychological Review, 107: 358-367.
    • (2000) Psychological Review , vol.107 , pp. 358-367
    • Roberts, S.1    Pashler, H.2
  • 62
    • 84867683349 scopus 로고    scopus 로고
    • The relationship between RMSEA and model misspecification in CFA models
    • Savalei, V. 2012. The relationship between RMSEA and model misspecification in CFA models. Educational and Psychological Measurement, 72: 910-932.
    • (2012) Educational and Psychological Measurement , vol.72 , pp. 910-932
    • Savalei, V.1
  • 63
    • 0000120766 scopus 로고
    • Estimating the dimension of a model
    • Schwarz, G. 1978. Estimating the dimension of a model. Annals of Statistics, 6: 461-464.
    • (1978) Annals of Statistics , vol.6 , pp. 461-464
    • Schwarz, G.1
  • 64
    • 0000386489 scopus 로고
    • Application of model-selection criteria to some problems in multivariate analysis
    • Sclove, S. L. 1987. Application of model-selection criteria to some problems in multivariate analysis. Psychometrika, 52: 333-343.
    • (1987) Psychometrika , vol.52 , pp. 333-343
    • Sclove, S.L.1
  • 65
    • 40249110423 scopus 로고    scopus 로고
    • Choosing an appropriate number of factors in factor analysis with incomplete data
    • Song, J. and Belin, T. R. 2008. Choosing an appropriate number of factors in factor analysis with incomplete data. Computational Statistics and Data Analysis, 52: 3560-3569.
    • (2008) Computational Statistics and Data Analysis , vol.52 , pp. 3560-3569
    • Song, J.1    Belin, T.R.2
  • 67
    • 84989612692 scopus 로고
    • The pivotal role of replication in psychological research: Empirically evaluating the replicability of sample results
    • Thompson, B. 1994. The pivotal role of replication in psychological research: Empirically evaluating the replicability of sample results. Journal of Personality, 62: 157-176.
    • (1994) Journal of Personality , vol.62 , pp. 157-176
    • Thompson, B.1
  • 69
    • 0000075858 scopus 로고
    • Evaluation of factor analytic research procedures by means of simulated correlation matrices
    • Tucker, L. R., Koopman, R. F. and Linn, R. L. 1969. Evaluation of factor analytic research procedures by means of simulated correlation matrices. Psychometrika, 34: 421-459.
    • (1969) Psychometrika , vol.34 , pp. 421-459
    • Tucker, L.R.1    Koopman, R.F.2    Linn, R.L.3
  • 70
    • 0001314609 scopus 로고
    • Applications of a certain representation of the Wishart matrix
    • Wijsman, R. A. 1959. Applications of a certain representation of the Wishart matrix. Annals of Mathematical Statistics, 30: 597-601.
    • (1959) Annals of Mathematical Statistics , vol.30 , pp. 597-601
    • Wijsman, R.A.1
  • 71
    • 0038795072 scopus 로고    scopus 로고
    • Bootstrap approach to inference and power analysis based on three test statistics for covariance structure models
    • Yuan, K. and Hayashi, K. 2003. Bootstrap approach to inference and power analysis based on three test statistics for covariance structure models. British Journal of Mathematical and Statistical Psychology, 56: 93-110.
    • (2003) British Journal of Mathematical and Statistical Psychology , vol.56 , pp. 93-110
    • Yuan, K.1    Hayashi, K.2
  • 72
    • 58149371334 scopus 로고
    • Comparison of five rules for determining the number of components to retain
    • Zwick, W. R. and Velicer, W. F. 1986. Comparison of five rules for determining the number of components to retain. Psychological Bulletin, 99: 432-442.
    • (1986) Psychological Bulletin , vol.99 , pp. 432-442
    • Zwick, W.R.1    Velicer, W.F.2


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